Problem
Too many new videos, limited attention, and useful ideas buried inside long transcripts.
Role
Misha defined the household use case, guided discovery and transcript handling, shaped the summary and email output, and set the privacy boundary.
Result
A weekly AI-assisted digest that helps a household choose which long-form YouTube episodes are worth watching.